摘要
随着特高压输电线路的广泛应用,其运维检修面临诸多挑战.设计一种基于5G的500 kV及以上输电线路运维检修智能化系统,包括多源数据采集模块、5G通信传输模块、数据智能分析模块以及检修决策优化模块.该系统利用5G的高速率、低时延特性,结合深度学习和强化学习算法,实现了输电线路的全方位监测、精准故障诊断以及智能检修决策.实验结果表明,该系统在数据传输效率、故障诊断准确率以及检修成本优化等方面均显著优于传统系统.
Abstract
With the widespread application of ultra-high voltage transmission lines,their operation and maintenance face many challenges.Design an intelligent system for the operation and maintenance of 500 kV and above transmission lines based on 5G,including multi-source data acquisition module,5G communication transmission module,data intelligent analysis module,and maintenance decision optimization module.The system utilizes the high-speed and low latency characteristics of 5G,combined with deep learning and reinforcement learning algorithms,to achieve comprehensive monitoring,accurate fault diagnosis,and intelligent maintenance decision-making of transmission lines.The experimental results show that the system is significantly better than traditional systems in terms of data transmission efficiency,fault diagnosis accuracy,and maintenance cost optimization.
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